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Model: Ashish-Ranjan/slm-125m-legal-instruct
Source: Original Platform

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README.md

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+---
+license: apache-2.0
+language:
+- en
+base_model: thesreedath/slm-125m-base
+pipeline_tag: text-generation
+library_name: transformers
+tags:
+- legal
+- finance
+- instruction-tuned
+- slm
+---
+
+# slm-125m-legal-instruct
+
+A 125M-parameter Llama-architecture small language model, instruction-tuned for
+grounded legal & financial question answering.
+
+- **Base:** [thesreedath/slm-125m-base](https://huggingface.co/thesreedath/slm-125m-base) (125M, pretrained on legal/financial + web text, 10 epochs)
+- **Fine-tuning:** SFT on ~7,760 RAFT-style grounded Q&A pairs across 4 task types
+  (grounded QA, summarization, extraction, rewriting), synthesized with Gemini and
+  quality-filtered (LLM judge + embedding dedup).
+- **Chat format:** `<|system|>` / `<|user|>` / `<|assistant|>`; terminate with `<|eos|>` (id 1).
+- **Context length:** 1024 tokens. Answer-only loss (context + question -> answer).
+
+## Usage
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+tok = AutoTokenizer.from_pretrained("Ashish-Ranjan/slm-125m-legal-instruct")
+model = AutoModelForCausalLM.from_pretrained("Ashish-Ranjan/slm-125m-legal-instruct")
+sys = "You are a helpful legal and financial assistant. Answer using only the provided context."
+prompt = "<|system|>" + sys + "<|user|>" + context + "\n\n" + question + "<|assistant|>"
+ids = tok(prompt, return_tensors="pt").input_ids
+out = model.generate(ids, max_new_tokens=200, do_sample=True, temperature=0.7, eos_token_id=1)
+print(tok.decode(out[0][ids.shape[1]:], skip_special_tokens=True))
+```

config.json

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+{
+  "_name_or_path": "thesreedath/slm-125m-base",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 0,
+  "eos_token_id": 1,
+  "head_dim": 64,
+  "hidden_act": "silu",
+  "hidden_size": 768,
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "max_position_embeddings": 1024,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "num_key_value_heads": 12,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 10000.0,
+  "tie_word_embeddings": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.46.3",
+  "use_cache": false,
+  "vocab_size": 16384
+}

generation_config.json

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+{
+  "_from_model_config": true,
+  "bos_token_id": 0,
+  "eos_token_id": 1,
+  "transformers_version": "4.46.3"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:3c1e98f06cec2204ea800a0eb297c17408a6af27b5581dde1868b524b9981a41
+size 503405488

special_tokens_map.json

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+{
+  "additional_special_tokens": [
+    "<|user|>",
+    "<|assistant|>",
+    "<|system|>"
+  ],
+  "bos_token": {
+    "content": "<|bos|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|eos|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|pad|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<|unk|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<|bos|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<|eos|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "<|pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<|unk|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "4": {
+      "content": "<|user|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "5": {
+      "content": "<|assistant|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "6": {
+      "content": "<|system|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|user|>",
+    "<|assistant|>",
+    "<|system|>"
+  ],
+  "bos_token": "<|bos|>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|eos|>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<|pad|>",
+  "tokenizer_class": "PreTrainedTokenizerFast",
+  "unk_token": "<|unk|>"
+}